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Stop Being an Operator, Start Being an Engineer of Your Trading System

Marios Stamatoudis
Marios Stamatoudis

Marios Stamatoudis is a swing trader and top performer in the 2023 US Investing Championship, with a 291% return. He focuses on momentum and high-growth opportunities.

Published: March 4, 2026

18 min read
Stop Being an Operator, Start Being an Engineer of Your Trading System

Almost all of my trading struggles (the revenge trades, the chasing, the style drifting, the frustration) have rooted from the same place: the foundation I chose to build. After years of trading, competing in the U.S. Investing Championship, and speaking with hundreds of traders one-on-one, I’m convinced that thinking deeply about your foundation is one of the best superpowers you can develop as a trader. Maybe the only real one.

The Operator vs. The Engineer

When we first start trading, we’re all operators. Someone hands us an incomplete engine, a collection of setups from a book, risk rules from Twitter, scanning methods from a course, and we just press “go.” When the engine stalls, we don’t know what broke. We don’t know what to expect. We don’t even know if our goals are realistic for the machine we built. So we go looking for a better engine, or swap in different parts, and hope it works next time.

An operator looks at an engine and sees complexity. An engineer looks at the same engine and sees cause and effect. The engineer knows the purpose of every part, knows how each piece connects to the next, and knows what kind of output the system is capable of producing under different conditions.

The shift from operator to engineer is what separates traders who plateau from traders who break through. And in my experience, a lot of you reading this are closer to that breakthrough than you think. You might be a few realizations and adjustments away from operating with real clarity and confidence.

“Being in the markets is like being in an environment of constant earthquakes and hurricanes, with some periods of great weather. You can’t avoid these hurricanes. So the better the structure, the more aligned it is, the better established connections you have, the better you will stand.”
— Marios Stamatoudis

So how do you actually make that shift? It starts with understanding what your trading foundation really is and then holding it to four specific requirements: the same requirements you’d hold any engine to.

What Is a Trading Foundation, Really?

I think of a trading foundation as all the parts that make up your whole trading system, merged together with connections between them. It’s not just your setups. It’s not just your risk management. It’s the complete engine.

The core components of any given foundation include: basic knowledge about the markets, market structure and philosophy, setups, the math behind risk management and its principles, preparation and studying routines, entry and selling tactics, and some techniques for enhanced performance. Every one of these is a gear in the engine. Remove one, and the whole thing breaks down, even if you don’t notice it right away.

The best way to think about your personal foundation is as a literal engine. Visualizing it this way helps you determine whether something is faulty, whether a part is missing, or even if the engine is complete, whether it’s capable of delivering the results you’re after. It’s truly the foundation that shapes the trader. It gives identity. It establishes habits. It dictates actions. And it’s usually issues, faulty areas, or inconsistencies within the foundation that create the roots of our trading struggles.

The Engine Analogy: Think of your trading system the same way you’d think about a car engine. It needs all its parts present and working. But a complete engine isn’t enough. It also needs to handle rough terrain, avoid overheating under load, and run efficiently. Your trading foundation has the same four requirements.

Requirement 1: The Engine Must Work

This sounds obvious, but you’d be surprised how many traders are operating with an incomplete foundation. If any single part of the engine is missing, or is there one month and gone the next, the engine won’t work. Or if it works, it’ll break down quickly.

I’ve done a lot of one-on-one calls with traders over the years, and the first thing I always try to figure out is whether their engine is actually complete. I’ll ask questions like: What’s your risk per trade? How do you determine position sizing? What’s your selling system? What does your everyday preparation look like? What structural views do you have about the market?

You would not believe how often I don’t get clear answers. Some people say they don’t use stop-losses. Others don’t have a complete selling system. Some know about setups and strategies but don’t have a market understanding to justify why those setups work. Others never prepare before the market opens. They never study repeating phenomena in the market, whether technical, behavioral, or fundamental.

That’s an incomplete engine. And what’s strange about trading is that you can actually get rewarded in some periods with an incomplete engine. The market will hand you money sometimes despite your holes. So you forget that you need to fill those gaps, until things get bad. Because when you don’t have all the parts, you might hear noise coming out of your engine. Some parts are there, sure. But that doesn’t mean the engine will work for long.

Self-Check

Do You Have a Complete Engine?

Ask yourself honestly whether you have clear, specific answers for each of these components. Not vague ideas, but actual working parts you can articulate:

  • Basic market knowledge and structural understanding
  • A coherent philosophy about cause and effect in the markets
  • Defined setups with clear criteria
  • Math-based risk management and position sizing rules
  • A daily and weekly preparation routine
  • Specific entry tactics for each setup type
  • A selling system: not just a stop-loss, but rules for partials, trailing, and exits

I’ve been there myself. In my early days, I may have had setups, but I didn’t have a solid philosophy about markets. I didn’t have the structural knowledge that makes everything connect, the cause and effect of things. I had holes in my preparation. The engine was incomplete, and I was pretending everything was fine. It happens to all of us. The first step is admitting where the gaps are and filling them.

Requirement 2: It Must Tolerate Stress

Even a complete engine isn’t close to enough. The market is constantly stress-testing your foundation, shaking the parts and testing the bonds between them. So you need two things: all parts must fit perfectly together and be aligned, and all parts must be bound together with strong connections.

The Alignment Problem

Not every trader who has all the parts has parts that actually fit together. This is one of the most common issues I see. Someone might use setups they learned from one book, risk management methods they heard somewhere else, scanning methods from someone on Twitter, selling rules from a different trader, and structural viewpoints from yet another source.

So they’ve got all the parts (which is good, the engine runs) but those parts were never designed to work together. They’re misaligned.

Misalignment Example

Say your philosophy is about capturing big moves. You’re shooting for extreme reward-to-risk scenarios. You’ve adjusted your structural views, your position sizing, and your entry tactics to serve this purpose. You operate with a small win rate in exchange for tight stops and large winners. But then you have a selling rule that prompts you to take most of your shares off after two or three days. That selling rule negates the very goals your other parts were built to serve. Your foundation is working against itself.

There are many combinations of misaligned foundations out there, and a lot of traders haven’t figured out that this is their core issue. Every part within your foundation must correlate with and serve the goals of the previous part and the next one. Everything needs to pull in the same direction.

The Bonding Problem

Now here’s something even bigger. Even if your foundation is complete and aligned, that doesn’t mean the parts have strong bonds between them. And this is where most traders get stuck in an infinite loop.

The successful trader whose system you learned from probably has strong bonds and connections between every part of their system. But your inherited version of that system does not. Strong bonds are created only on a personal level, and they require work.

Ask yourself honestly: do you do the things you do because you’ve found personal reasons to trust each part? Or because you saw other successful people doing them? There’s a massive difference. If you do things just because others do them, you will never create the strong connections between parts that your foundation needs to survive real market stress.

The Infinite Loop: Without strong bonds, here’s what happens. The market gets unfavorable. You start doubting your system. You feel uneasy. You change setups, selling tactics, entry methods, rules, scans, your preparation routine. You end up with a different foundation, where once again the parts might not fit together. Feedback is bad again. More doubts. More changes. And the cycle repeats. This is where many traders are stuck. The only way to escape is to answer your “whys.”

When I say answer your “whys,” I truly mean it for most parts of the foundation. Why do I do momentum trading instead of mean reversion or contrarian strategies? Is it because I found personal reasons and it matches my personality, or because others made money with it? Why do I track stocks in stage two? Because I verified through research that this is optimal, or because a book told me to? Why do I use this specific position sizing method? Why these selling rules? Why these scans? Have I checked every one of them, or do I use them because someone else does?

You don’t need to reinvent the wheel. I picked up almost everything I do from others. But there’s a huge difference between copy-and-paste versus copy, verify, align, adjust, then paste and operate. The first one gives you parts. The second gives you bonds.

True confidence emerges when you reach a point where you can say: “From my research, 95% of what I do seems optimal, for my personality, my goals, and the edges I’ve found. Either I do this, or I shouldn’t be in the markets at all.”

That state, that is where real confidence begins. It’s where market hostility stops making you style drift. Where you are at ease with what you do because you’ve solidified every part and answered every doubt that matters.

Requirement 3: It Must Not Overheat

This is where so many of the problems traders blame on “psychology” actually live. Overheating means pushing your trading system beyond its limits without even knowing it. Every foundation has specific red lines that you shouldn’t cross, and the issue is that most people don’t know where those lines are.

The solution is knowing the expectancy and the maximum capacity of your foundation. And that means understanding the normalities that are bound to emerge from the very system you’ve built. You would be amazed how often traders are surprised by the normalities they have chosen to build into their own system.

Questions You Need to Answer

Let me ask you a few things. Based on your foundation, how many consecutive losing trades can you expect with 99% certainty in any given month? Is the answer five? Seven? Ten? Fifteen? Do you know?

Based on your foundation, what’s the volatility you should expect at any given period? If you wake up tomorrow and you’re down 5% for the month, is that normal for your system or abnormal? What’s the probability you’ll have two or three consecutive losing months at some point? Is it 10%? 30%? 40%?

If you don’t know these things, you can’t tell the difference between normal feedback and something genuinely wrong. You’ll overreact to things that were always going to happen.

The Capacity Trap

When Goals and Capacity Don’t Match

Here’s a scenario I’ve seen play out many times. A trader’s foundation, when stress-tested across thousands of simulations under realistic market conditions, produces an expected annual return around 45%. But this trader is shooting for 150%. After seven months, he’s at 28%, which is completely within his system’s normalities. But it feels way off his goal. So he increases risk per trade, increases frequency, bends rules, deviates from principles. That’s overheating. And then he gives back way more money than was ever expected.

Goals should always be there. They drive us. But they must align with the capacity of your personal foundation. Otherwise, you’ll get irritated by the very normalities you chose to build.

I experienced this firsthand. During the U.S. Investing Championship, there was a month where I let my positioning on the leaderboard determine my short-term actions. I was in first place, and I started thinking I needed to push harder. Thoughts I wouldn’t normally have. I increased my size on some trades, took setups that weren’t textbook for me, and lost about 7-8% in a drawdown that was entirely self-inflicted. I was overheating my own engine because my short-term goals were overriding the system I’d built.

The opposite happens too, by the way. Some traders underplay their foundation, using way smaller risk than their system can handle, staying permanently underexposed because they don’t know what’s normal. They leave enormous performance on the table without realizing it.

“It’s the foundation itself, and embracing the normalities of it, that creates the optimal mindset. It’s not the optimal mindset that makes the trader. We are all humans. We have emotions. But there is a difference between emotions and big emotional swings, heavy surprises, and the kind of chaos that leads to revenge trading and rule-breaking.”
— Marios Stamatoudis

The more you understand about what your system is supposed to produce, the less surprised you’ll be. The less surprised you are, the better you’ll channel the normal discomfort that comes with trading. Most of our worst mistakes happen when we’re caught off guard by something we should have seen coming.

Requirement 4: It Must Be Efficient

Now let’s say you’ve got a complete, aligned, stress-tolerant foundation with clear expectancies. The last requirement is efficiency: adjusting your foundation to deliver better results without adding unnecessary pressure to the overall system.

Not every part of your foundation contributes equally to performance. Just like in a car engine, there are specific components where a small refinement produces outsized gains. The logical move is to find those high-impact parts and put your weight there first.

What I usually see in the trading space is the opposite. Traders spend most of their time refining parts that don’t have much overall impact and neglect the elements that actually move the needle.

Structure Over Setups

Here’s the question I want you to sit with: where have you spent most of your time studying and refining? Be honest. Have you spent most of your time understanding A+ setups, five-star breakout criteria, and perfect chart patterns? Or have you spent time understanding broader structural things: how themes develop, how momentum leaders emerge, how market phenomena repeat?

When I first started, all I thought about was finding the perfect setup. That’s where all my energy went. And I was neglecting other parts of the foundation that had a much bigger impact on results.

Real Example

Think about the space tech theme from 2024. AST SpaceMobile (ASTS) made a huge move. Then Rocket Lab (RKLB) showed relative strength. Then Lunar (LUNR) followed. Then Planet Labs (PL). If you understood the structural progression of themes — tracked company summaries, keywords, how institutions rotate into related names — you could have bought almost any of these names at almost any entry point and made money. The same thing happened with quantum computing, nuclear, and battery stocks. The setup was secondary. The structural awareness was the edge.

Which trader makes more money: one who has mastered how a five-star breakout looks on a chart, or one who has mastered identifying when asymmetric ground exists and positioned themselves there early? The answer is clear, and yet most of us start by obsessing over the setup.

Core Principles Before Peripheral Techniques

Here’s another question. What’s more important: understanding your personal pain thresholds and finding your optimal risk zones per trade, or becoming extremely good at reading market breadth?

A lot of people would say market breadth. But think about what market awareness actually leads to. When you detect a market shift, what do you do? You lower frequency, decrease risk, reduce exposure. In other words, market awareness is a technique for adding flexibility to your risk management. It’s a component of risk management, not a replacement for it. So the logical priority is to first master the universal, core risk management principles that apply to every trade, and then layer on the flexibility of market awareness.

And even when you’re excellent at reading breadth, it doesn’t always mean you should derisk. Some of the biggest moves of last year (Rigetti, QBTS, MVST) happened in December while the indices were declining. If you’d gone fully defensive based on the index alone, you’d have missed some of the year’s best trades.

The Efficiency Principle: There are always adjustments you can make to your foundation that deliver a performance boost much faster than others. Think carefully about where to prioritize. You might be surprised how much a brute-force adjustment to one critical part can transform your results, while refining a lower-impact part barely moves the needle.

Diagnosing Your Own Foundation

Whatever struggle you’re facing right now (giving money back, style drifting, not reaching your goals, revenge trading, chasing stocks) the root of that struggle is almost certainly one of these six issues, or a combination of them:

1

Incomplete Engine

Key parts of your foundation are missing entirely. You have setups but no selling system. You have entries but no preparation routine. You have rules but no understanding of why those rules exist.

2

Misaligned Parts

Components inside your system don’t serve the same core principles. Your selling rules fight your entry philosophy. Your position sizing doesn’t match your win rate. Parts are pulling in different directions.

3

Weak Bonds

You haven’t answered your “whys.” You inherited a system but never made it yours. The moment the market shakes you, you abandon parts because you never trusted them deeply enough to hold through the discomfort.

4

Unknown Expectancy

You don’t know what your system’s normal outcomes look like. A string of losses that’s completely expected for your strategy feels like a crisis because you never studied the probabilities baked into your own approach.

5

Unknown Capacity

Your goals don’t match what your foundation can realistically produce. You’re shooting for numbers your system was never designed to hit, and the gap between expectation and reality pushes you to overheat: increasing risk, bending rules, or trading emotionally.

6

Misplaced Focus

You’re spending your study time refining parts that have low impact on your results while ignoring the parts that would transform your performance. You’re polishing the paint job when the transmission needs work.

Be honest with yourself about which of these apply to you. The diagnosis is the starting point. Once you see the problem clearly, the path forward becomes much less complicated.

Filling the gaps is actually the easier part. You generally know what needs to be in place. The harder part is the alignment work: spending philosophical nights thinking about why each part exists, whether it serves your goals, and whether you can defend it with personal conviction rather than borrowed confidence.


Momentum Trading Bootcamp

Build Your Foundation Like an Engineer

In the Momentum Trading Bootcamp, I walk through exactly how I answered my own “whys”: the structural edges behind tight stops, the math behind position sizing, the framework for aligning every part of a momentum system. It’s designed to help you stop operating a borrowed system and start engineering your own.

Join the Next Cohort →

Key Takeaways

1 Your trading foundation is an engine. It needs all its parts present and working, but that alone is not enough for lasting results
2 Parts must be aligned (serving the same principles) and bonded strongly (through personal research and answered “whys,” not just inherited rules)
3 Know your system’s normalities and capacity so you never get surprised by the outcomes you chose to build. Most “psychology” problems are actually expectancy problems
4 Prioritize refining the highest-impact parts of your system first. Structural awareness and core risk management move the needle more than perfecting setups
5 The shift from operator to engineer is a mindset change: stop swapping parts when things break, and start understanding cause and effect within your own system

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